As explained by [1]}, a model selection procedure
can be either efficient or consistent. An efficient procedure for
model estimation accurately recovers the true piecewise constant signal, whereas a
consistent procedure for model identification accurately recovers the
breakpoints. Since we attempt to minimize the breakpointError, we are
attempting to construct a consistent penalty, not an efficient
penalty.
